Process Mining

Process Mining PDF
Author: Wil M. P. van der Aalst
Publisher: Springer Science & Business Media
ISBN: 9783642193453
Size: 38.57 MB
Format: PDF
Category : Computers
Languages : en
Pages : 352
View: 1624

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More and more information about business processes is recorded by information systems in the form of so-called “event logs”. Despite the omnipresence of such data, most organizations diagnose problems based on fiction rather than facts. Process mining is an emerging discipline based on process model-driven approaches and data mining. It not only allows organizations to fully benefit from the information stored in their systems, but it can also be used to check the conformance of processes, detect bottlenecks, and predict execution problems. Wil van der Aalst delivers the first book on process mining. It aims to be self-contained while covering the entire process mining spectrum from process discovery to operational support. In Part I, the author provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Part II focuses on process discovery as the most important process mining task. Part III moves beyond discovering the control flow of processes and highlights conformance checking, and organizational and time perspectives. Part IV guides the reader in successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM. Finally, Part V takes a step back, reflecting on the material presented and the key open challenges. Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.

Process Mining In Healthcare

Process Mining in Healthcare PDF
Author: Ronny S. Mans
Publisher: Springer
ISBN: 3319160710
Size: 19.45 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 91
View: 3923

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What are the possibilities for process mining in hospitals? In this book the authors provide an answer to this question by presenting a healthcare reference model that outlines all the different classes of data that are potentially available for process mining in healthcare and the relationships between them. Subsequently, based on this reference model, they explain the application opportunities for process mining in this domain and discuss the various kinds of analyses that can be performed. They focus on organizational healthcare processes rather than medical treatment processes. The combination of event data and process mining techniques allows them to analyze the operational processes within a hospital based on facts, thus providing a solid basis for managing and improving processes within hospitals. To this end, they also explicitly elaborate on data quality issues that are relevant for the data aspects of the healthcare reference model. This book mainly targets advanced professionals involved in areas related to business process management, business intelligence, data mining, and business process redesign for healthcare systems as well as graduate students specializing in healthcare information systems and process analysis.

Process Mining In Action

Process Mining in Action PDF
Author: Lars Reinkemeyer
Publisher: Springer Nature
ISBN: 3030401723
Size: 54.96 MB
Format: PDF
Category : Computers
Languages : en
Pages : 207
View: 7750

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This book describes process mining use cases and business impact along the value chain, from corporate to local applications, representing the state of the art in domain know-how. Providing a set of industrial case studies and best practices, it complements academic publications on the topic. Further the book reveals the challenges and failures in order to offer readers practical insights and guidance on how to avoid the pitfalls and ensure successful operational deployment. The book is divided into three parts: Part I provides an introduction to the topic from fundamental principles to key success factors, and an overview of operational use cases. As a holistic description of process mining in a business environment, this part is particularly useful for readers not yet familiar with the topic. Part II presents detailed use cases written by contributors from a variety of functions and industries. Lastly, Part III provides a brief overview of the future of process mining, both from academic and operational perspectives. Based on a solid academic foundation, process mining has received increasing interest from operational businesses, with many companies already reaping the benefits. As the first book to present an overview of successful industrial applications, it is of particular interest to professionals who want to learn more about the possibilities and opportunities this new technology offers. It is also a valuable resource for researchers looking for empirical results when considering requirements for enhancements and further developments.

Process Mining Techniques In Business Environments

Process Mining Techniques in Business Environments PDF
Author: Andrea Burattin
Publisher: Springer
ISBN: 3319174827
Size: 70.47 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 220
View: 1796

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After a brief presentation of the state of the art of process-mining techniques, Andrea Burratin proposes different scenarios for the deployment of process-mining projects, and in particular a characterization of companies in terms of their process awareness. The approaches proposed in this book belong to two different computational paradigms: first to classic "batch process mining," and second to more recent "online process mining." The book encompasses a revised version of the author's PhD thesis, which won the "Best Process Mining Dissertation Award" in 2014, awarded by the IEEE Task Force on Process Mining.

A Primer On Process Mining

A Primer on Process Mining PDF
Author: Diogo R. Ferreira
Publisher: Springer
ISBN: 3319564277
Size: 47.44 MB
Format: PDF, Kindle
Category : Business & Economics
Languages : en
Pages : 96
View: 5569

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The main goal of this book is to explain the core ideas of process mining, and to demonstrate how they can be implemented using just some basic tools that are available to any computer scientist or data scientist. It describes how to analyze event logs in order to discover the behavior of real-world business processes. The end result can often be visualized as a graph, and the book explains how to use Python and Graphviz to render these graphs intuitively. Overall, it enables the reader to implement process mining techniques on his or her own, independently of any specific process mining tool. An introduction to two popular process mining tools, namely Disco and ProM, is also provided. The book will be especially valuable for self-study or as a precursor to a more advanced text. Practitioners and students will be able to follow along on their own, even if they have no prior knowledge of the topic. After reading this book, they will be able to more confidently proceed to the research literature if needed.

Business Process Management Workshops

Business Process Management Workshops PDF
Author: Arthur ter Hofstede
Publisher: Springer Science & Business Media
ISBN: 3540782370
Size: 12.19 MB
Format: PDF, Mobi
Category : Computers
Languages : en
Pages : 522
View: 1840

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moderation of the workshops, and the publication process.

Process Mining

Process Mining PDF
Author: J.Y. Zhou
Publisher:
ISBN:
Size: 33.82 MB
Format: PDF
Category :
Languages : en
Pages : 54
View: 6294

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Applications And Developments In Semantic Process Mining

Applications and Developments in Semantic Process Mining PDF
Author: Kingsley Okoye
Publisher: Engineering Science Reference
ISBN: 9781799826699
Size: 78.33 MB
Format: PDF, ePub, Mobi
Category : Process mining
Languages : en
Pages :
View: 6903

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"This book explores the need for the effective management of data across different process domains and the need for the enhancement of process mining results and analysis"--

Applications Of Soft Computing

Applications of Soft Computing PDF
Author: Erel Avineri
Publisher: Springer Science & Business Media
ISBN: 3540880798
Size: 39.14 MB
Format: PDF, Docs
Category : Computers
Languages : en
Pages : 274
View: 4423

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Soft Computing is a complex of methodologies that includes artificial neural networks, genetic algorithms, fuzzy logic, Bayesian networks, and their hybrids. It admits approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Updating the State of Art' contains a collection of papers that were presented at the 12th On-line World Conference on Soft Computing in Industrial Applications, held in October 2007. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including design, intelligent control, optimization, signal processing, pattern recognition, computer graphics, production, as well as civil engineering and applications to traffic and transportation systems. The book is aimed at researchers and practitioners who are engaged in developing and applying intelligent systems principles to solving real-world problems. It is also suitable as wider reading for science and engineering postgraduate students.

Process Mining Based Method Of Designing And Optimizing The Layouts Of Emergency Departments In Hospitals

Process Mining   Based Method of Designing and Optimizing the Layouts of Emergency Departments in Hospitals PDF
Author:
Publisher:
ISBN:
Size: 68.92 MB
Format: PDF, ePub, Docs
Category :
Languages : en
Pages :
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Objective: This article proposes an approach to help designers analyze complex care processes and identify the optimal layout of an emergency department (ED) considering several objectives simultaneously. These objectives include minimizing the distances traveled by patients, maximizing design preferences, and minimizing the relocation costs. Background: Rising demand for healthcare services leads to increasing demand for new hospital buildings as well as renovating existing ones. Operations management techniques have been successfully applied in both manufacturing and service industries to design more efficient layouts. However, high complexity of healthcare processes makes it challenging to apply these techniques in healthcare environments. Method: Process mining techniques were applied to address the problem of complexity and to enhance healthcare process analysis. Process-related information, such as information about the clinical pathways, was extracted from the information system of an ED. A goal programming approach was then employed to find a single layout that would simultaneously satisfy several objectives. Results: The layout identified using the proposed method improved the distances traveled by noncritical and critical patients by 42.2% and 47.6%, respectively, and minimized the relocation costs. Conclusion: This study has shown that an efficient placement of the clinical units yields remarkable improvements in the distances traveled by patients.

Applications And Theory Of Petri Nets 2005

Applications and Theory of Petri Nets 2005 PDF
Author: Gianfranco Ciardo
Publisher: Springer Science & Business Media
ISBN: 3540263012
Size: 68.41 MB
Format: PDF
Category : Business & Economics
Languages : en
Pages : 474
View: 812

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This book constitutes the refereed proceedings of the 26th International Conference on Applications and Theory of Petri Nets, ICATPN 2005, held in Miami, USA in June 2005. The 20 revised full regular papers and 3 revised tool presentation papers presented together with 4 invited papers were carefully reviewed and selected from 69 submissions. All current issues on research and development in the area of Petri nets are addressed, in particular concurrent systems design and analysis, modular systems development, formal specification, model validation, model checking, workflow management, flow charts, networking, formal methods in software engineering, etc.

Asia Pacific Business Process Management

Asia Pacific Business Process Management PDF
Author: Chun Ouyang
Publisher: Springer
ISBN: 3319082221
Size: 35.58 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 143
View: 7040

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This book constitutes the proceedings of the Second Asia Pacific Conference on Business Process Management held in Brisbane, QLD, Australia, in July 2014. In all, 33 contributions from 12 countries were submitted. After each submission was reviewed by at least three Program Committee members, nine full papers were accepted for publication in this volume. These nine papers cover various topics that can be categorized under four main research focuses in BPM: process mining, process modeling and repositories, process model comparison, and process analysis.

Data Driven Process Discovery And Analysis

Data Driven Process Discovery and Analysis PDF
Author: Philippe Cudré-Mauroux
Publisher: Springer
ISBN: 3642409199
Size: 66.41 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 113
View: 2216

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This book constitutes the thoroughly refereed proceedings of the Second International Symposium on Data-Driven Process Discovery and Analysis held in Campione d'Italia, Italy, in June 2012. The six revised full papers were carefully selected from 17 submissions. To improve the quality of the contributions the symposium fostered the discussion during the presentation, giving authors the opportunity to improve their work extending the presented results. The selected papers cover topics spanning from theoretical issues related to process representation, discovery and analysis to practical and operational experiences in process discovery and analysis.